Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 721–730 of 14297 papers

Title	Date	Tasks	Status	Hype
Finding Interest Needle in Popularity Haystack: Improving Retrieval by Modeling Item Exposure	Mar 31, 2025	FairnessRecommendation Systems	—Unverified	0
Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation	Mar 30, 2025	RAGRetrieval	—Unverified	0
RARE: Retrieval-Augmented Reasoning Modeling	Mar 30, 2025	HallucinationMemorization	CodeCode Available	2
SCORE: Story Coherence and Retrieval Enhancement for AI Narratives	Mar 30, 2025	graph constructionRAG	—Unverified	0
GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement	Mar 30, 2025	ChatbotInformation Retrieval	—Unverified	0
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering	Mar 30, 2025	HallucinationMulti-hop Question Answering	—Unverified	0
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support	Mar 29, 2025	Answer GenerationArticles	—Unverified	0
Imagine All The Relevance: Scenario-Profiled Indexing with Knowledge Expansion for Dense Retrieval	Mar 29, 2025	AllLanguage Modeling	CodeCode Available	1
Memory-Aware and Uncertainty-Guided Retrieval for Multi-Hop Question Answering	Mar 29, 2025	Multi-hop Question AnsweringQuestion Answering	—Unverified	0
DAT: Dynamic Alpha Tuning for Hybrid Retrieval in Retrieval-Augmented Generation	Mar 29, 2025	Information RetrievalLanguage Modeling	—Unverified	0

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified